Multimodal machine learning for risk-stratified bundled payments in spinal surgery

Abstract Accurate prediction of financial metrics in spine surgery is crucial as healthcare transitions to value-based care. While bundled payment models have succeeded in other orthopedic procedures, the heterogeneity of spinal surgery complicates their adoption. We develop the first preoperative r...

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Bibliographic Details
Main Authors: Kyle A. Mani, Samuel N. Goldman, Thomas Scharfenberger, Vishal Shankar, Manish Bhatta, Rafael De la Garza Ramos, Mitchell S. Fourman, Ananth S. Eleswarapu
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-025-01915-5
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